{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "\n",
    "src_dir = os.path.abspath('../src')\n",
    "if src_dir not in sys.path:\n",
    "    sys.path.append(src_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import tqdm\n",
    "\n",
    "from ann_solo import reader, spectral_library, spectrum_match\n",
    "from ann_solo.config import config\n",
    "from ann_solo.spectrum import process_spectrum, spectrum_to_vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "tqdm.tqdm = tqdm.tqdm_notebook\n",
    "\n",
    "# plot styling\n",
    "plt.style.use(['seaborn-white', 'seaborn-paper'])\n",
    "plt.rc('font', family='serif')\n",
    "sns.set_palette('Set1')\n",
    "sns.set_context('paper', font_scale=1.3)    # single-column figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "config_filename = '../../bin/ann-solo/iprg2012.ini'\n",
    "splib_filename = '../../data/interim/iprg2012/human_yeast_targetdecoy.splib'\n",
    "mgf_filename = '../../data/external/iprg2012/iPRG2012.mgf'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "config.parse(f'--config {config_filename} dummy.splib dummy.mgf dummy.mztab')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ssms = reader.read_mztab_ssms(\n",
    "    '../../data/processed/iprg2012/brute_force/bf_oms.mztab')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "query_spectra = {int(spectrum.identifier): process_spectrum(spectrum, False)\n",
    "                 for spectrum in reader.read_mgf(mgf_filename)\n",
    "                 if spectrum.precursor_charge is not None}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "with reader.SpectralLibraryReader(splib_filename) as lib_reader:\n",
    "    library_spectra = {}\n",
    "    for accession in ssms['accession']:\n",
    "        spectrum = lib_reader.get_spectrum(accession, True)\n",
    "        library_spectra[int(spectrum.identifier)] = spectrum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "68aa2f2af8514eb2bcbbf27ae5ff2f3d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "bin_widths = [1.0, 0.4, 0.2, 0.1, 0.04, 0.02]\n",
    "hash_len = [100, 200, 400, 800, 1600, None]\n",
    "scores = {'dot': [], 'shifted_dot': [],\n",
    "          **{(bw, hl): [] for bw in bin_widths for hl in hash_len}}\n",
    "\n",
    "for query_id, library_id in tqdm.tqdm(ssms['accession'].iteritems(),\n",
    "                                      unit='SSMs'):\n",
    "    if query_id in query_spectra:\n",
    "        query_spectrum = query_spectra[query_id]\n",
    "        library_spectrum = library_spectra[library_id]\n",
    "        \n",
    "        for key, results in scores.items():\n",
    "            if 'dot' in key:\n",
    "                scores[key].append(spectrum_match.get_best_match(\n",
    "                    query_spectrum, [library_spectrum],\n",
    "                    config.fragment_mz_tolerance, 'shifted' in key)[1])\n",
    "            else:\n",
    "                query_vector = spectrum_to_vector(\n",
    "                    query_spectrum, config.min_mz, config.max_mz, *key)\n",
    "                library_vector = spectrum_to_vector(\n",
    "                    library_spectrum, config.min_mz, config.max_mz, *key)\n",
    "                scores[key].append(np.dot(query_vector, library_vector))\n",
    "\n",
    "for key, val in scores.items():\n",
    "    scores[key] = np.asarray(val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x311.496 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.color_palette('viridis'):\n",
    "    width = 7\n",
    "    height = width / 1.618    # golden ratio\n",
    "    fig, ax = plt.subplots(figsize=(width, height))\n",
    "\n",
    "    xticks = np.arange(len(hash_len))\n",
    "    for bw in bin_widths:\n",
    "        mads = []\n",
    "        iqr = []\n",
    "        for hl in hash_len:\n",
    "            diff = np.abs(scores['shifted_dot'] - scores[(bw, hl)])\n",
    "            mads.append(np.median(diff))\n",
    "#             iqr.append(np.percentile(diff, [25, 75]))\n",
    "        ax.plot(xticks, mads, label=f'{bw:.2f}', marker='o')\n",
    "#         ax.errorbar(xticks, mads, yerr=np.asarray(err).T,\n",
    "#                     label=f'{bw:.2f}', marker='o')\n",
    "\n",
    "    ax.set_xticks(xticks)\n",
    "    ax.set_xticklabels(hash_len[:-1] + ['No hashing'])\n",
    "\n",
    "    ax.set_xlabel('Hash length')\n",
    "    ax.set_ylabel('Median absolute deviation between\\n'\n",
    "                  'shifted dot product and vector dot product')\n",
    "\n",
    "    ax.legend(ncol=2, title='Bin width (Da)')\n",
    "\n",
    "    sns.despine()\n",
    "\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.savefig('hash_mad_shifted.pdf', dpi=300, bbox_inches='tight')\n",
    "    plt.show()\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x311.496 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.color_palette('viridis'):\n",
    "    width = 7\n",
    "    height = width / 1.618    # golden ratio\n",
    "    fig, ax = plt.subplots(figsize=(2 * width, height))\n",
    "\n",
    "    diffs, hls, bws = [], [], []\n",
    "    num_ssm = len(scores['shifted_dot'])\n",
    "    for bw in bin_widths:\n",
    "        for hl in hash_len:\n",
    "            diffs.extend(scores['shifted_dot'] - scores[(bw, hl)])\n",
    "            hls.extend([hl if hl is not None else 'No hashing'] * num_ssm)\n",
    "            bws.extend([f'{bw:.2f}'] * num_ssm)\n",
    "    diff_df = pd.DataFrame({'hl': hls, 'diff': diffs, 'bw': bws})\n",
    "    \n",
    "    sns.violinplot(x='hl', y='diff', hue='bw', data=diff_df,\n",
    "                   hue_order=[f'{bw:.2f}' for bw in bin_widths],\n",
    "                   inner='quartiles', ax=ax)\n",
    "    \n",
    "    ax.axhline(0, ls='--', color='gray')\n",
    "    \n",
    "    ax.set_ylim(-0.7, 0.8)\n",
    "    \n",
    "    ax.set_xlabel('Hash length')\n",
    "    ax.set_ylabel('Difference between\\n'\n",
    "                  'shifted dot product and vector dot product')\n",
    "\n",
    "    ax.legend(ncol=6, title='Bin width (Da)', loc='upper right')\n",
    "\n",
    "    sns.despine()\n",
    "\n",
    "    plt.tight_layout()\n",
    "    \n",
    "    plt.savefig('hash_violin_shifted.pdf', dpi=300, bbox_inches='tight')\n",
    "\n",
    "    plt.show()\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "width = 6\n",
    "height = width\n",
    "fig, axes = plt.subplots(2, 1, sharex=True, sharey=True,\n",
    "                         figsize=(width, height * 2))\n",
    "\n",
    "bw_low, bw_high, hl = 1.0, 0.04, 800\n",
    "axes[0].scatter(scores['shifted_dot'], scores[(bw_low, None)], alpha=0.3)\n",
    "axes[1].scatter(scores['shifted_dot'], scores[(bw_high, hl)], alpha=0.3)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.plot([0, 1], [0, 1], ls='--', color='gray')\n",
    "    ax.set_xlim(0, 1)\n",
    "    ax.set_ylim(0, 1)\n",
    "    ax.set_aspect('equal', 'box')\n",
    "\n",
    "axes[0].set_ylabel('Vector dot product')\n",
    "axes[0].set_xlabel('Spectrum shifted dot product')\n",
    "axes[1].set_xlabel('Spectrum shifted dot product')\n",
    "\n",
    "axes[0].set_title(f'Bin width = {bw_low} Da; no hashing')\n",
    "axes[1].set_title(f'Bin width = {bw_high} Da; hash length = {hl}')\n",
    "\n",
    "for i, (ax, c) in enumerate(zip(axes, 'AB')):\n",
    "    ax.annotate(c, xy=(-0.1, 1.1), xycoords='axes fraction',\n",
    "                fontsize='xx-large', weight='bold')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "sns.despine()\n",
    "\n",
    "plt.savefig('hash_dot_shifted.pdf', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x311.496 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.color_palette('viridis'):\n",
    "    width = 7\n",
    "    height = width / 1.618    # golden ratio\n",
    "    fig, ax = plt.subplots(figsize=(width, height))\n",
    "\n",
    "    xticks = np.arange(len(hash_len))\n",
    "    for bw in bin_widths:\n",
    "        mads = []\n",
    "        iqr = []\n",
    "        for hl in hash_len:\n",
    "            diff = np.abs(scores['dot'] - scores[(bw, hl)])\n",
    "            mads.append(np.median(diff))\n",
    "#             iqr.append(np.percentile(diff, [25, 75]))\n",
    "        ax.plot(xticks, mads, label=f'{bw:.2f}', marker='o')\n",
    "#         ax.errorbar(xticks, mads, yerr=np.asarray(err).T,\n",
    "#                     label=f'{bw:.2f}', marker='o')\n",
    "\n",
    "    ax.set_xticks(xticks)\n",
    "    ax.set_xticklabels(hash_len[:-1] + ['No hashing'])\n",
    "\n",
    "    ax.set_xlabel('Hash length')\n",
    "    ax.set_ylabel('Median absolute deviation between\\n'\n",
    "                  'spectrum dot product and vector dot product')\n",
    "\n",
    "    ax.legend(ncol=2, title='Bin width (Da)')\n",
    "\n",
    "    sns.despine()\n",
    "\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.savefig('hash_mad.pdf', dpi=300, bbox_inches='tight')\n",
    "    plt.show()\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x311.496 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.color_palette('viridis'):\n",
    "    width = 7\n",
    "    height = width / 1.618    # golden ratio\n",
    "    fig, ax = plt.subplots(figsize=(2 * width, height))\n",
    "\n",
    "    diffs, hls, bws = [], [], []\n",
    "    num_ssm = len(scores['dot'])\n",
    "    for bw in bin_widths:\n",
    "        for hl in hash_len:\n",
    "            diffs.extend(scores['dot'] - scores[(bw, hl)])\n",
    "            hls.extend([hl if hl is not None else 'No hashing'] * num_ssm)\n",
    "            bws.extend([f'{bw:.2f}'] * num_ssm)\n",
    "    diff_df = pd.DataFrame({'hl': hls, 'diff': diffs, 'bw': bws})\n",
    "    \n",
    "    sns.violinplot(x='hl', y='diff', hue='bw', data=diff_df,\n",
    "                   hue_order=[f'{bw:.2f}' for bw in bin_widths],\n",
    "                   inner='quartiles', ax=ax)\n",
    "    \n",
    "    ax.axhline(0, ls='--', color='gray')\n",
    "    \n",
    "    ax.set_ylim(-0.7, 0.8)\n",
    "    \n",
    "    ax.set_xlabel('Hash length')\n",
    "    ax.set_ylabel('Difference between\\n'\n",
    "                  'spectrum dot product and vector dot product')\n",
    "\n",
    "    ax.legend(ncol=6, title='Bin width (Da)', loc='upper right')\n",
    "\n",
    "    sns.despine()\n",
    "\n",
    "    plt.tight_layout()\n",
    "    \n",
    "    plt.savefig('hash_violin.pdf', dpi=300, bbox_inches='tight')\n",
    "\n",
    "    plt.show()\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "width = 7\n",
    "height = width\n",
    "fig, axes = plt.subplots(1, 2, sharex=True, sharey=True,\n",
    "                         figsize=(2 * width, height))\n",
    "\n",
    "bw_low, bw_high, hl = 1.0, 0.04, 800\n",
    "axes[0].scatter(scores['dot'], scores[(bw_low, None)], alpha=0.3)\n",
    "axes[1].scatter(scores['dot'], scores[(bw_high, hl)], alpha=0.3)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.plot([0, 1], [0, 1], ls='--', color='gray')\n",
    "    ax.set_xlim(0, 1)\n",
    "    ax.set_ylim(0, 1)\n",
    "\n",
    "axes[0].set_ylabel('Vector dot product')\n",
    "axes[0].set_xlabel('Spectrum dot product')\n",
    "axes[1].set_xlabel('Spectrum dot product')\n",
    "\n",
    "axes[0].set_title(f'Bin width = {bw_low} Da; no hashing')\n",
    "axes[1].set_title(f'Bin width = {bw_high} Da; hash length = {hl}')\n",
    "\n",
    "for i, (ax, c) in enumerate(zip(axes, 'AB')):\n",
    "    ax.annotate(c, xy=(0.5 * i, 1), xytext=(35, -30),\n",
    "                xycoords='figure fraction', textcoords='offset pixels',\n",
    "                fontsize='xx-large', weight='bold')\n",
    "    \n",
    "plt.tight_layout()\n",
    "\n",
    "sns.despine()\n",
    "\n",
    "plt.savefig('hash_dot.pdf', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
